# Evos raises $9M pre-seed to build AI agents for industrial tasks

Digest AI · Agents & Tools · published 2026-10-14T12:00:50Z

Canonical: https://digestai.news/story/evos-raises-9m-pre-seed-to-build-ai-agents-for-industrial-tasks

## Summary

Evos, a New York startup founded in 2026 by CEO Urav Shah, has secured $9 million in pre-seed funding to develop AI agents that automate routine operational work in small and mid-sized industrial businesses. The round was led by Uncork Capital and Field Ventures, with participation from other investors. The company claims to have hit $1 million in annual recurring revenue four weeks after launching its Workhorse platform, which is set to formally debut soon.

Evos’s agents—software tools, not robots—handle tasks like reconciling invoices, managing freight loads, and chasing missing documents. They learn from human decisions and gradually take on more responsibility as they prove reliable. The system starts with human approval gates, where employees review and refine AI suggestions before the agents operate independently. Evos reports 97% accuracy in auditing less-than-truckload carrier invoices for one client, processing nearly 3,500 decisions and $600,000 in invoice value over two months. However, these figures are use-case specific and not platform-wide guarantees.

The company’s architecture combines real-time data from business systems, a controller managing over 300 specialized subagents, and customer-specific small language models. Success hinges on aligning data freshness, decision quality, permissions, and escalation protocols. Early results suggest potential for reducing manual workloads, but human oversight remains critical for exceptions and high-stakes decisions.

## Key points

- Evos raises $9M pre-seed with funding from Uncork Capital, Field Ventures, and others
- Workhorse platform claims $1M ARR four weeks after launch, formal release coming soon
- AI agents audit invoices at 97% accuracy for one client, handling $600K in value

## Why it matters

If successful, Evos’s approach could reduce reliance on scarce operational expertise in small industrial firms while keeping humans in control of exceptions. The focus on incremental autonomy—rather than full automation—may appeal to risk-averse businesses.

## Sources

1. [Evos Raises $9M Pre-Seed to Turn Industrial Expertise Into Autonomous AI Operators](https://unite.ai/evos-9m-pre-seed-autonomous-ai-operators) (Unite.AI, 2026-10-14)

## Cite

Digest AI, "Evos raises $9M pre-seed to build AI agents for industrial tasks", 14 October 2026, https://digestai.news/story/evos-raises-9m-pre-seed-to-build-ai-agents-for-industrial-tasks

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